Potential pitfalls in the use of real-world data for studying long COVID von Zhang, Harrison G., Honerlaw, Jacqueline P., Maripuri, Monika, Samayamuthu, Malarkodi Jebathilagam, Beaulieu-Jones, Brendin R., Baig, Huma S., L’Yi, Sehi, Ho, Yuk-Lam, Morris, Michele, Panickan, Vidul Ayakulangara, Wang, Xuan, Weber, Griffin M., Liao, Katherine P., Visweswaran, Shyam, Tan, Bryce W. Q., Yuan, William, Gehlenborg, Nils, Muralidhar, Sumitra, Ramoni, Rachel B., Kohane, Isaac S., Xia, Zongqi, Cho, Kelly, Cai, Tianxi, Brat, Gabriel A.

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Informative missingness: What can we learn from patterns in missing laboratory data in the electronic health record? von Tan, Amelia L.M., Getzen, Emily J., Hutch, Meghan R., Strasser, Zachary H., Gutiérrez-Sacristán, Alba, Le, Trang T., Dagliati, Arianna, Morris, Michele, Hanauer, David A., Moal, Bertrand, Bonzel, Clara-Lea, Yuan, William, Chiudinelli, Lorenzo, Das, Priam, Zhang, Harrison G., Aronow, Bruce J., Avillach, Paul, Brat, Gabriel.A., Cai, Tianxi, Hong, Chuan, La Cava, William G., Hooi Will Loh, He, Luo, Yuan, Murphy, Shawn N., Yuan Hgiam, Kee, Omenn, Gilbert S., Patel, Lav P., Jebathilagam Samayamuthu, Malarkodi, Shriver, Emily R., Shakeri Hossein Abad, Zahra, Tan, Byorn W.L., Visweswaran, Shyam, Wang, Xuan, Weber, Griffin M., Xia, Zongqi, Verdy, Bertrand, Long, Qi, Mowery, Danielle L., Holmes, John H.

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Long-term kidney function recovery and mortality after COVID-19-associated acute kidney injury: an international multi-centre observational cohort study von Tan, Bryce W.Q., Moal, Bertrand, Neuraz, Antoine, Visweswaran, Shyam, Hanauer, David A., Maidlow, Sarah E., Avillach, Paul, Serrano Balazote, Pablo, Loh, Ne Hooi Will, Chiudinelli, Lorenzo, Cai, Tianxi, Omenn, Gilbert S., Holmes, John H., Ngiam, Kee Yuan, Agapito, Giuseppe, Albi, Giuseppe, Alloni, Anna, Angoulvant, François, Anthony, Li L.L.J., Aronow, Bruce J., Balshi, James, Bellasi, Antonio, Bernal-Sobrino, José Luis, Bhatnagar, Surbhi, Bosari, Silvano, Bourgeois, Florence T., Bradford, Robert L., Bryant, William A., Cannataro, Mario, Chiudinelli, Lorenzo, Colicchio, Tiago K., Cormont, Sylvie, Dagliati, Arianna, Daniar, Mohamad, Daniel, Christel, Dubiel, Julien, DuVall, Scott L., Estiri, Hossein, Fan, Shirley, Follett, Robert W., Ganslandt, Thomas, Gehlenborg, Nils, Getzen, Emily J., Geva, Alon, Griffier, Romain, Gutiérrez-Sacristán, Alba, Guzzi, Pietro H., Henderson, Darren W., Ho, Yuk-Lam, Holmes, John H., Hong, Chuan, Kavuluru, Ramakanth, Kernan, Kate F., Klann, Jeffrey G., Krantz, Ian D., Krishnamurthy, Ashok K., Leblanc, Judith, Lemaitre, Guillaume, Liu, Molei, Long, Qi, Maidlow, Sarah E., Makoudjou, Adeline, Makwana, Simran, Malovini, Alberto, Mazzotti, Diego R., Milano, Marianna, Moraleda, Cinta, Mowery, Danielle L., Naughton, Thomas P., Ngiam, Kee Yuan, Njoroge, Wanjiku F.M., Omenn, Gilbert S., Orlova, Nina, Ostasiewski, Brian D., Palmer, Nathan P., Paris, Nicolas, Patel, Lav P., Priya, Tanu, Raskin, Maryna, Rieg, Siegbert, Roig-Domínguez, Gustavo, Sáez, Carlos, Schubert, Petra, Schuettler, Juergen, Shah, Mohsin, Son, Jiyeon, Sonday, Charles, Tan, Bryce W.Q., Terriza-Torres, Ana I., Tibollo, Valentina, Tippmann, Patric, Vallejos, Andrew K., Vella, Margaret E., Vie, Jill-Jênn, Vitacca, Michele, Wassermann, Demian, Ye, Ye, Yehya, Nadir, Zambelli, Alberto, Zhang, Harrison G.

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Clinical phenotypes and outcomes in children with multisystem inflammatory syndrome across SARS-CoV-2 variant eras: a multinational study from the 4CE consortium von Gutiérrez-Sacristán, Alba, Makwana, Simran, Omenn, Gilbert S., Bonzel, Clara-Lea, Issitt, Richard W., Laird-Gion, Jessica, Mandl, Kenneth D., Moshal, Karyn L., Amendola, Danilo F., Anthony, Li LLJ, Atz, Andrew, Panickan, Vidul Ayakulangara, Badenes, Rafael, Beaulieu-Jones, Brendin R., Bellasi, Antonio, Bellazzi, Riccardo, Bernaux, Mélodie, Bey, Romain, Bonzel, Clara-Lea, Booth, John, Brat, Gabriel A., Bruno, Raffaele, Bryant, William A., Carmona, Aldo, Caucheteux, Charlotte, Chen, Krista Y., Cormont, Sylvie, Cruz-Rojo, Jaime, Das, Priyam, Duan, Rui, Getzen, Emily J., González, Tomás González, Gradinger, Tobias, Griffon, Nicolas, Grisel, Olivier, Hazard, Derek Y., He, Bing, Ho, Yuk-Lam, Huling, Kenneth M., Hutch, Meghan R., Kainth, Mundeep K., Kernan, Kate F., Key, Daniel A., Klann, Jeffrey G., Krishnamurthy, Ashok K., Leblanc, Judith, Lemaitre, Guillaume, Lenert, Leslie, Liu, Molei, Long, Qi, Lozano-Zahonero, Sara, Luo, Yuan, Lynch, Kristine E., Maidlow, Sarah E., Makoudjou, Adeline, Makwana, Simran, Malovini, Alberto, Masino, Aaron J., Mazzotti, Diego R., Mensch, Arthur, Moraleda, Cinta, Morris, Jeffrey S., Morris, Michele, Moshal, Karyn L., Mousavi, Sajad, Murphy, Shawn N., Naughton, Thomas P., Neuraz, Antoine, Ngiam, Kee Yuan, Omenn, Gilbert S., Orlova, Nina, Ostasiewski, Brian D., Palmer, Nathan P., Patel, Lav P., Pfaff, Emily R., Prunotto, Andrea, Quirós-González, Víctor, Ramoni, Rachel B., Roig-Domínguez, Gustavo, Sacchi, Paolo, Santhanam, Nandhini, Schriver, Emily R., Schubert, Petra, Schuettler, Juergen, Silvio, Domenick, Sliz, Piotr, Sonday, Charles, Tan, Amelia LM, Tan, Bryce W.Q., Terriza-Torres, Ana I., Tippmann, Patric, Vallejos, Andrew K., Vella, Margaret E., Vie, Jill-Jênn, Visweswaran, Shyam, Vitacca, Michele, Xiong, Xin, Ye, Ye, Yehya, Nadir, Zhang, Harrison G.

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Implications of mappings between International Classification of Diseases clinical diagnosis codes and Human Phenotype Ontology terms von Tan, Amelia L M, Gonçalves, Rafael S, Yuan, William, Brat, Gabriel A, Gentleman, Robert, Kohane, Isaac S

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Hospitalizations Associated With Mental Health Conditions Among Adolescents in the US and France During the COVID-19 Pandemic von Gutiérrez-Sacristán, Alba, Serret-Larmande, Arnaud, Hutch, Meghan R, Sáez, Carlos, Aronow, Bruce J, Bhatnagar, Surbhi, Bonzel, Clara-Lea, Cai, Tianxi, Devkota, Batsal, Hanauer, David A, Loh, Ne Hooi Will, Luo, Yuan, Moal, Bertrand, Ahooyi, Taha Mohseni, Njoroge, Wanjiku F M, Omenn, Gilbert S, Sanchez-Pinto, L Nelson, South, Andrew M, Sperotto, Francesca, Tan, Amelia L M, Taylor, Deanne M, Verdy, Guillaume, Visweswaran, Shyam, Xia, Zongqi, Zahner, Janet, Avillach, Paul, Bourgeois, Florence T

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International comparisons of laboratory values from the 4CE collaborative to predict COVID-19 mortality von Weber, Griffin M., Hong, Chuan, Xia, Zongqi, Palmer, Nathan P., Avillach, Paul, L’Yi, Sehi, Keller, Mark S., Murphy, Shawn N., Gutiérrez-Sacristán, Alba, Bonzel, Clara-Lea, Serret-Larmande, Arnaud, Neuraz, Antoine, Omenn, Gilbert S., Visweswaran, Shyam, Klann, Jeffrey G., South, Andrew M., Loh, Ne Hooi Will, Cannataro, Mario, Beaulieu-Jones, Brett K., Bellazzi, Riccardo, Agapito, Giuseppe, Alessiani, Mario, Aronow, Bruce J., Bell, Douglas S., Benoit, Vincent, Bourgeois, Florence T., Chiovato, Luca, Cho, Kelly, Dagliati, Arianna, DuVall, Scott L., Barrio, Noelia García, Hanauer, David A., Ho, Yuk-Lam, Holmes, John H., Issitt, Richard W., Liu, Molei, Luo, Yuan, Lynch, Kristine E., Maidlow, Sarah E., Malovini, Alberto, Mandl, Kenneth D., Mao, Chengsheng, Matheny, Michael E., Moore, Jason H., Morris, Jeffrey S., Morris, Michele, Mowery, Danielle L., Ngiam, Kee Yuan, Patel, Lav P., Pedrera-Jimenez, Miguel, Ramoni, Rachel B., Schriver, Emily R., Schubert, Petra, Balazote, Pablo Serrano, Spiridou, Anastasia, Tan, Amelia L. M., Tan, Byorn W. L., Tibollo, Valentina, Torti, Carlo, Trecarichi, Enrico M., Wang, Xuan, Kohane, Isaac S., Cai, Tianxi, Brat, Gabriel A.

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Characterization of long COVID temporal sub-phenotypes by distributed representation learning from electronic health record data: a cohort study von Dagliati, Arianna, Klann, Jeffrey G., Henderson, Darren W., Tan, Bryce W.Q., Bellazzi, Riccardo, Agapito, Giuseppe, Albayrak, Adem, Albi, Giuseppe, Alloni, Anna, François Angoulvant, Anthony, Li L.L.J., Azevedo, Paula S., Balshi, James, Beaulieu-Jones, Brett K., Bellasi, Antonio, Bellazzi, Riccardo, Benoit, Vincent, Bernal-Sobrino, José Luis, Bernaux, Mélodie, Blanco-Martínez, Alvar, Booth, John, Brown, Nicholas W., Bruno, Raffaele, Bucholz, Emily, Burgun, Anita, Cannataro, Mario, Chen, Jin, Chen, Krista Y., Chiovato, Luca, Chiudinelli, Lorenzo, Cho, Kelly, Cimino, James J., Colicchio, Tiago K., Cossin, Sébastien, Cruz-Bermúdez, Juan Luis, Dagliati, Arianna, Daniar, Mohamad, Das, Priyam, Devkota, Batsal, Follett, Robert W., Ganslandt, Thomas, Barrio, Noelia García-, Getzen, Emily J., Gramfort, Alexandre, Griffon, Nicolas, Grisel, Olivier, Gutiérrez-Sacristán, Alba, Hanauer, David A., Haverkamp, Christian, Hilka, Martin, Holmes, John H., Huling, Kenneth M., Jannot, Anne Sophie, Jouhet, Vianney, Kirchoff, Katie, Klann, Jeffrey G., Kraska, Detlef, Krishnamurthy, Ashok K., L'Yi, Sehi, Leprovost, Damien, Will Loh, Ne Hooi, Lynch, Kristine E., Mensch, Arthur, Moshal, Karyn L., Mousavi, Sajad, Murad, Douglas A., Neuraz, Antoine, Newburger, Jane, Norman, James B., Obeid, Jihad, Omenn, Gilbert S., Pizzimenti, Sara, Rieg, Siegbert, Salamanca, Elisa, Samayamuthu, Malarkodi Jebathilagam, Sanchez-Pinto, L. Nelson, Santos, Janaina C.C., Sanz Vidorreta, Fernando J., Savino, Maria, Sebire, Neil J., Serret-Larmande, Arnaud, Shah, Mohsin, Son, Jiyeon, Sonday, Charles, Spiridou, Anastasia, Strasser, Zachary H., Tan, Amelia L.M., Terriza-Torres, Ana I., Tibollo, Valentina, Toh, Emma M.S., Torti, Carlo, Tseng, Yi-Ju, Varoquaux, Gael, Verdy, Guillaume, Vie, Jill-Jênn, Wong, Scott, Zhang, Harrison G., Zuccaro, Valentina, Holmes, John H., Estiri, Hossein

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Characterization of long COVID temporal sub-phenotypes by distributed representation learning from electronic health record data: a cohort studyResearch in Context von Arianna Dagliati, Zachary H. Strasser, Zahra Shakeri Hossein Abad, Jeffrey G. Klann, Kavishwar B. Wagholikar, Rebecca Mesa, Shyam Visweswaran, Michele Morris, Yuan Luo, Darren W. Henderson, Malarkodi Jebathilagam Samayamuthu, Bryce W.Q. Tan, Guillame Verdy, Gilbert S. Omenn, Zongqi Xia, Riccardo Bellazzi, Shawn N. Murphy, John H. Holmes, Hossein Estiri, James R. Aaron, Giuseppe Agapito, Adem Albayrak, Giuseppe Albi, Mario Alessiani, Anna Alloni, Danilo F. Amendola, François Angoulvant, Li L.L.J. Anthony, Bruce J. Aronow, Fatima Ashraf, Andrew Atz, Paul Avillach, Paula S. Azevedo, James Balshi, Brett K. Beaulieu-Jones, Douglas S. Bell, Antonio Bellasi, Riccardo Bellazzi, Vincent Benoit, Michele Beraghi, José Luis Bernal-Sobrino, Mélodie Bernaux, Romain Bey, Surbhi Bhatnagar, Alvar Blanco-Martínez, Clara-Lea Bonzel, John Booth, Silvano Bosari, Florence T. Bourgeois, Robert L. Bradford, Gabriel A. Brat, Stéphane Bréant, Nicholas W. Brown, Raffaele Bruno, William A. Bryant, Mauro Bucalo, Emily Bucholz, Anita Burgun, Tianxi Cai, Mario Cannataro, Aldo Carmona, Charlotte Caucheteux, Julien Champ, Jin Chen, Krista Y. Chen, Luca Chiovato, Lorenzo Chiudinelli, Kelly Cho, James J. Cimino, Tiago K. Colicchio, Sylvie Cormont, Sébastien Cossin, Jean B. Craig, Juan Luis Cruz-Bermúdez, Jaime Cruz-Rojo, Arianna Dagliati, Mohamad Daniar, Christel Daniel, Priyam Das, Batsal Devkota, Audrey Dionne, Rui Duan, Julien Dubiel, Scott L. DuVall, Loic Esteve, Hossein Estiri, Shirley Fan, Robert W. Follett, Thomas Ganslandt, Noelia García- Barrio, Lana X. Garmire, Nils Gehlenborg, Emily J. Getzen, Alon Geva, Tobias Gradinger, Alexandre Gramfort, Romain Griffier, Nicolas Griffon, Olivier Grisel, Alba Gutiérrez-Sacristán

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DISCRET: Synthesizing Faithful Explanations For Treatment Effect Estimation von Wu, Yinjun, Keoliya, Mayank, Chen, Kan, Velingker, Neelay, Li, Ziyang, Getzen, Emily J, Long, Qi, Naik, Mayur, Parikh, Ravi B, Wong, Eric

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DISCRET: Synthesizing Faithful Explanations For Treatment Effect Estimation von Wu, Yinjun, Keoliya, Mayank, Chen, Kan, Velingker, Neelay, Li, Ziyang, Getzen, Emily J, Long, Qi, Naik, Mayur, Parikh, Ravi B, Wong, Eric

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Distinguishing Admissions Specifically for COVID-19 From Incidental SARS-CoV-2 Admissions: National Retrospective Electronic Health Record Study von Klann, Jeffrey G, Strasser, Zachary H, Hutch, Meghan R, Kennedy, Chris J, Marwaha, Jayson S, Morris, Michele, Samayamuthu, Malarkodi Jebathilagam, Pfaff, Ashley C, Estiri, Hossein, South, Andrew M, Weber, Griffin M, Yuan, William, Avillach, Paul, Wagholikar, Kavishwar B, Luo, Yuan, Omenn, Gilbert S, Visweswaran, Shyam, Holmes, John H, Xia, Zongqi, Brat, Gabriel A, Murphy, Shawn N

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Realizing the potential of social determinants data in EHR systems: A scoping review of approaches for screening, linkage, extraction, analysis, and interventions von Li, Chenyu, Mowery, Danielle L, Ma, Xiaomeng, Yang, Rui, Vurgun, Ugurcan, Hwang, Sy, Donnelly, Hayoung K, Bandhey, Harsh, Senathirajah, Yalini, Visweswaran, Shyam, Sadhu, Eugene M, Akhtar, Zohaib, Getzen, Emily, Freda, Philip J, Long, Qi, Becich, Michael J

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On the Algorithmic Bias of Aligning Large Language Models with RLHF: Preference Collapse and Matching Regularization von Xiao, Jiancong, Li, Ziniu, Xie, Xingyu, Getzen, Emily, Fang, Cong, Long, Qi, Su, Weijie J

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